{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib \n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import warnings\n",
    "\n",
    "\n",
    "##解决图例中文乱码，设置参数\n",
    "matplotlib.rcParams['font.family']=['sans-serif']\n",
    "matplotlib.rcParams['font.sans-serif']=['Songti SC']#显示中文\n",
    "matplotlib.rcParams['font.serif']=['Songti SC']\n",
    "matplotlib.rcParams['axes.unicode_minus']=False #正常显示符号\n",
    "\n",
    "#屏蔽警告信息\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 小提琴-当数据量很大并且无法显示个人观察时，小提琴特别适用\n",
    "- 允许可视化一个或多个组的数字变量的分布。它与boxplot非常接近，但可以更深入地了解分布。\n",
    "- violinplot函数参数\n",
    " - x= \"class\",\n",
    " - y=\"score\",\n",
    " - data=tips,\n",
    " - hue=\"weighted\", #图例名称\n",
    " - split=True,\n",
    " - linewidth = 2, #线宽\n",
    " - width = 0.8,   #箱之间的间隔比例\n",
    " - palette = 'muted', #设置调色板\n",
    " - order = ['Math' , 'Art' , 'Music' , 'Stories', 'Animations','Games'], #筛选类别\n",
    " - scale = 'count',  #测度小提琴图的宽度： area-面积相同,count-按照样本数量决定宽度,width-宽度一样\n",
    " - gridsize = 50, #设置小提琴图的平滑度，越高越平滑\n",
    " - inner = 'box', #设置内部显示类型 --> 'box','quartile','point','stick',None\n",
    " - bw = 0.8      #控制拟合程度，一般可以不设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# set a grey background (use sns.set_theme() if seaborn version 0.11.0 or above) \n",
    "sns.set(style=\"darkgrid\")\n",
    "df = pd.read_csv('seaborn-data/iris.csv')\n",
    "#plot\n",
    "#图1\n",
    "plt.figure(figsize=(17,8))\n",
    "plt.subplot(331)\n",
    "plt.title('view 1')\n",
    "sns.violinplot( x=df[\"species\"], y=df[\"sepal_length\"] )\n",
    "#图2,互换xy轴数据 \n",
    "plt.subplot(332)\n",
    "plt.title('view 2')\n",
    "sns.violinplot(x=df['sepal_length'],y=df['species'])\n",
    "\n",
    "plt.subplot(333)\n",
    "plt.title(\"view 3\")\n",
    "sns.violinplot(data=df.iloc[:,0:2])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分组小提琴可视化示例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# libraries & dataset\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "# set a grey background (use sns.set_theme() if seaborn version 0.11.0 or above) \n",
    "sns.set(style=\"darkgrid\")\n",
    "df = pd.read_csv('seaborn-data/tips.csv')\n",
    " \n",
    "# Grouped violinplot\n",
    "sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=df, palette=\"Pastel1\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
